mlpack::ann::SwishFunction Class Reference

The swish function, defined by. More...

#include <swish_function.hpp>

Static Public Member Functions
static double	Fn (const double x)
	Computes the swish function. More...
template<typename eT >
static void	Fn (const arma::Mat< eT > &x, arma::Mat< eT > &y)
	Computes the swish function using a matrix as input. More...
template<typename InputVecType , typename OutputVecType >
static void	Fn (const InputVecType &x, OutputVecType &y)
	Computes the swish function. More...
static double	Deriv (const double y)
	Computes the first derivative of the swish function. More...
template<typename InputVecType , typename OutputVecType >
static void	Deriv (const InputVecType &y, OutputVecType &x)
	Computes the first derivatives of the swish function. More...

Detailed Description

The swish function, defined by.

\begin{eqnarray*} f(x) &=& x \cdot \sigma(x) \\ f'(x) &=& f(x) + \sigma(x) (1 - f(x)) \\ \sigma(x) &=& frac{1}{1 + e^{-x}} \end{eqnarray*}

Member Function Documentation

Deriv() [1/2]

static double mlpack::ann::SwishFunction::Deriv ( const double  y )

inlinestatic

Computes the first derivative of the swish function.

Parameters

y	Input data.

Returns

f'(x)

Deriv() [2/2]

template<typename InputVecType , typename OutputVecType >

static void mlpack::ann::SwishFunction::Deriv ( const InputVecType &  y, OutputVecType &  x  )

inlinestatic

Computes the first derivatives of the swish function.

Parameters

y	Input data.
x	The resulting derivatives.

Fn() [1/3]

static double mlpack::ann::SwishFunction::Fn ( const double  x )

inlinestatic

Computes the swish function.

Parameters

x	Input data.

Returns

f(x).

Fn() [2/3]

template<typename eT >

static void mlpack::ann::SwishFunction::Fn ( const arma::Mat< eT > &  x, arma::Mat< eT > &  y  )

inlinestatic

Computes the swish function using a matrix as input.

Parameters

x	Input data.
y	The resulting output activation.

Fn() [3/3]

template<typename InputVecType , typename OutputVecType >

static void mlpack::ann::SwishFunction::Fn ( const InputVecType &  x, OutputVecType &  y  )

inlinestatic

Computes the swish function.

Parameters

x	Input data.
y	The resulting output activation.

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The documentation for this class was generated from the following file:

• src/mlpack/methods/ann/activation_functions/swish_function.hpp